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Niall Taylor's Projects

allennlp icon allennlp

An open-source NLP research library, built on PyTorch.

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

🧑‍🏫 50! Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

auto_summ icon auto_summ

Online demo of the paper "Unsupervised Document Summarization using pre-Trained Sentence Embeddings and Graph Centrality" published in the Second Scholarly Document Processing Workshop at NAACL-HLT 2021.

badges icon badges

Collection of badges for indicating the state of a project

bertcommentsum icon bertcommentsum

Bert Abstractive Summarization of Online News Discussion Threads

bertopic icon bertopic

Leveraging BERT and c-TF-IDF to create easily interpretable topics.

bertsum icon bertsum

Code for paper Fine-tune BERT for Extractive Summarization

biomedical-text-summarization icon biomedical-text-summarization

A combination of k-means clustering and Apriori frequent itemset mining on the concepts obtained using application of UMLS concept mapping on Biomedical Text to achieve summarization.

checklist icon checklist

Beyond Accuracy: Behavioral Testing of NLP models with CheckList

clin-summ icon clin-summ

Clinical text summarization by adapting large language models

cliniqg4qa icon cliniqg4qa

CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question Answering

declutr icon declutr

The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!

ecco-transformer-visualisation icon ecco-transformer-visualisation

Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).

emb-gam icon emb-gam

An interpretable and efficient predictor using pre-trained language models. Scikit-learn compatible.

farm icon farm

:house_with_garden: Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.

ferret icon ferret

A python package for benchmarking interpretability techniques.

genbioel icon genbioel

Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuning[NAACL 2022]

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